This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.
**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


## NULL
**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


## NULL
**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


## NULL
**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.


**Figure 26.**- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 26.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.


**Figure 27.**- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 27.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

## NULL



Weight Fits

**Figure 35.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 35.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 36.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.2113402

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.11 while 0.89 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable

area_n

year

user

mean

median

lower

upper

Rhat

sd

skew

area

p_pelagic

11

1

1

0.387

0.384

0.133

0.666

1.479

0.143

0.021

CSEO

p_pelagic

11

1

2

0.321

0.317

0.096

0.598

1.446

0.133

0.030

CSEO

p_pelagic

11

10

1

0.394

0.390

0.147

0.665

1.408

0.138

0.029

CSEO

p_pelagic

11

10

2

0.330

0.320

0.107

0.611

1.397

0.135

0.074

CSEO

p_pelagic

11

11

1

0.390

0.387

0.138

0.673

1.407

0.138

0.022

CSEO

p_pelagic

11

11

2

0.328

0.317

0.113

0.607

1.380

0.131

0.084

CSEO

p_pelagic

11

12

1

0.395

0.392

0.147

0.670

1.414

0.139

0.022

CSEO

p_pelagic

11

12

2

0.328

0.316

0.115

0.596

1.366

0.129

0.093

CSEO

p_pelagic

11

13

1

0.392

0.390

0.144

0.673

1.394

0.139

0.014

CSEO

p_pelagic

11

13

2

0.331

0.323

0.112

0.603

1.359

0.130

0.061

CSEO

p_pelagic

11

14

1

0.407

0.404

0.167

0.672

1.342

0.132

0.023

CSEO

p_pelagic

11

14

2

0.336

0.328

0.118

0.612

1.300

0.130

0.061

CSEO

p_pelagic

11

15

1

0.355

0.345

0.140

0.623

1.301

0.130

0.077

CSEO

p_pelagic

11

15

2

0.329

0.320

0.118

0.593

1.318

0.128

0.071

CSEO

p_pelagic

11

16

1

0.423

0.417

0.185

0.680

1.272

0.129

0.047

CSEO

p_pelagic

11

16

2

0.338

0.327

0.122

0.609

1.259

0.129

0.086

CSEO

p_pelagic

11

17

1

0.407

0.404

0.177

0.667

1.230

0.128

0.023

CSEO

p_pelagic

11

17

2

0.340

0.328

0.124

0.606

1.271

0.128

0.094

CSEO

p_pelagic

11

18

1

0.412

0.410

0.188

0.657

1.165

0.126

0.016

CSEO

p_pelagic

11

18

2

0.340

0.332

0.133

0.598

1.223

0.122

0.065

CSEO

p_pelagic

11

19

1

0.426

0.422

0.198

0.682

1.154

0.122

0.033

CSEO

p_pelagic

11

19

2

0.348

0.339

0.136

0.614

1.156

0.126

0.071

CSEO

p_pelagic

11

2

1

0.390

0.387

0.137

0.669

1.469

0.142

0.021

CSEO

p_pelagic

11

2

2

0.328

0.317

0.101

0.613

1.449

0.138

0.080

CSEO

p_pelagic

11

20

1

0.429

0.425

0.211

0.682

1.132

0.124

0.032

CSEO

p_pelagic

11

20

2

0.354

0.345

0.139

0.611

1.127

0.123

0.073

CSEO

p_pelagic

11

21

1

0.430

0.423

0.212

0.677

1.097

0.121

0.058

CSEO

p_pelagic

11

21

2

0.357

0.348

0.144

0.615

1.098

0.122

0.074

CSEO

p_pelagic

11

22

2

0.364

0.355

0.155

0.612

1.051

0.121

0.075

CSEO

p_pelagic

11

23

2

0.373

0.364

0.166

0.638

1.027

0.123

0.073

CSEO

p_pelagic

11

3

1

0.390

0.389

0.138

0.670

1.464

0.142

0.007

CSEO

p_pelagic

11

3

2

0.326

0.315

0.097

0.604

1.486

0.135

0.081

CSEO

p_pelagic

11

4

1

0.391

0.391

0.133

0.668

1.442

0.140

0.000

CSEO

p_pelagic

11

4

2

0.325

0.315

0.099

0.597

1.438

0.132

0.076

CSEO

p_pelagic

11

5

1

0.392

0.391

0.127

0.676

1.456

0.144

0.007

CSEO

p_pelagic

11

5

2

0.325

0.315

0.103

0.597

1.471

0.132

0.076

CSEO

p_black

11

5

2

0.888

0.913

0.648

0.983

1.013

0.088

-0.285

CSEO

p_pelagic

11

6

1

0.386

0.385

0.133

0.659

1.510

0.140

0.007

CSEO

p_pelagic

11

6

2

0.324

0.313

0.100

0.605

1.403

0.135

0.081

CSEO

p_pelagic

11

7

1

0.389

0.383

0.142

0.669

1.410

0.142

0.042

CSEO

p_pelagic

11

7

2

0.328

0.315

0.107

0.608

1.409

0.134

0.097

CSEO

p_pelagic

11

8

1

0.389

0.385

0.133

0.658

1.406

0.141

0.028

CSEO

p_pelagic

11

8

2

0.330

0.317

0.101

0.613

1.395

0.137

0.095

CSEO

p_pelagic

11

9

1

0.388

0.379

0.141

0.668

1.412

0.140

0.064

CSEO

p_pelagic

11

9

2

0.325

0.316

0.102

0.589

1.401

0.129

0.070

CSEO

p_yellow

12

1

2

0.135

0.111

0.032

0.365

1.012

0.094

0.255

EWYKT

p_yellow

12

10

2

0.137

0.111

0.031

0.374

1.011

0.099

0.262

EWYKT

p_yellow

12

12

2

0.133

0.108

0.030

0.381

1.016

0.097

0.258

EWYKT

p_yellow

12

13

2

0.136

0.113

0.029

0.395

1.011

0.097

0.237

EWYKT

p_yellow

12

14

2

0.137

0.113

0.029

0.406

1.014

0.101

0.238

EWYKT

p_yellow

12

15

2

0.135

0.110

0.029

0.398

1.013

0.099

0.253

EWYKT

p_yellow

12

16

2

0.135

0.110

0.031

0.374

1.015

0.098

0.255

EWYKT

p_yellow

12

17

2

0.134

0.110

0.030

0.393

1.015

0.097

0.247

EWYKT

p_yellow

12

18

2

0.136

0.111

0.030

0.382

1.011

0.097

0.257

EWYKT

p_yellow

12

19

2

0.133

0.110

0.032

0.396

1.011

0.097

0.238

EWYKT

p_yellow

12

2

2

0.135

0.110

0.031

0.394

1.018

0.098

0.254

EWYKT

p_yellow

12

20

2

0.136

0.112

0.030

0.379

1.013

0.099

0.243

EWYKT

p_yellow

12

21

2

0.137

0.114

0.031

0.391

1.012

0.099

0.232

EWYKT

p_yellow

12

24

2

0.134

0.110

0.031

0.380

1.013

0.099

0.242

EWYKT

p_yellow

12

25

2

0.134

0.111

0.029

0.372

1.014

0.097

0.238

EWYKT

p_yellow

12

26

2

0.135

0.111

0.031

0.385

1.017

0.098

0.245

EWYKT

p_yellow

12

3

2

0.133

0.109

0.031

0.394

1.013

0.097

0.249

EWYKT

p_yellow

12

5

2

0.135

0.108

0.031

0.398

1.015

0.098

0.275

EWYKT

p_yellow

12

7

2

0.134

0.111

0.032

0.375

1.011

0.095

0.242

EWYKT

p_yellow

12

8

2

0.136

0.111

0.030

0.386

1.016

0.097

0.258

EWYKT

p_yellow

12

9

2

0.136

0.111

0.029

0.384

1.012

0.100

0.249

EWYKT

p_pelagic

13

1

1

0.459

0.457

0.185

0.739

1.071

0.147

0.014

NSEI

p_pelagic

13

1

2

0.247

0.228

0.075

0.507

1.058

0.115

0.166

NSEI

p_yellow

13

1

1

0.720

0.744

0.380

0.940

1.017

0.148

-0.162

NSEI

p_yellow

13

1

2

0.690

0.710

0.342

0.934

1.016

0.160

-0.125

NSEI

p_pelagic

13

10

1

0.466

0.463

0.205

0.758

1.052

0.143

0.021

NSEI

p_pelagic

13

10

2

0.247

0.230

0.081

0.497

1.053

0.109

0.156

NSEI

p_yellow

13

10

1

0.722

0.745

0.392

0.936

1.011

0.147

-0.156

NSEI

p_yellow

13

10

2

0.691

0.712

0.349

0.930

1.014

0.157

-0.134

NSEI

p_pelagic

13

11

1

0.466

0.467

0.199

0.735

1.057

0.141

-0.007

NSEI

p_pelagic

13

11

2

0.254

0.240

0.085

0.516

1.057

0.111

0.126

NSEI

p_yellow

13

11

1

0.717

0.740

0.380

0.937

1.011

0.150

-0.153

NSEI

p_yellow

13

11

2

0.690

0.711

0.343

0.931

1.023

0.160

-0.131

NSEI

p_pelagic

13

12

1

0.470

0.468

0.206

0.736

1.063

0.140

0.014

NSEI

p_pelagic

13

12

2

0.255

0.237

0.082

0.525

1.060

0.115

0.157

NSEI

p_yellow

13

12

1

0.715

0.739

0.385

0.938

1.017

0.151

-0.159

NSEI

p_yellow

13

12

2

0.691

0.711

0.353

0.931

1.023

0.156

-0.128

NSEI

p_pelagic

13

13

1

0.472

0.469

0.220

0.739

1.057

0.139

0.022

NSEI

p_pelagic

13

13

2

0.255

0.241

0.086

0.497

1.058

0.110

0.127

NSEI

p_yellow

13

13

1

0.715

0.737

0.380

0.937

1.015

0.148

-0.148

NSEI

p_yellow

13

13

2

0.689

0.713

0.327

0.929

1.013

0.160

-0.150

NSEI

p_pelagic

13

14

1

0.462

0.458

0.216

0.726

1.079

0.134

0.030

NSEI

p_pelagic

13

14

2

0.251

0.236

0.086

0.496

1.051

0.108

0.139

NSEI

p_yellow

13

14

2

0.692

0.712

0.343

0.927

1.010

0.156

-0.128

NSEI

p_pelagic

13

15

1

0.439

0.432

0.192

0.720

1.054

0.138

0.051

NSEI

p_pelagic

13

15

2

0.243

0.227

0.082

0.481

1.053

0.105

0.152

NSEI

p_yellow

13

15

1

0.708

0.729

0.364

0.935

1.014

0.152

-0.138

NSEI

p_yellow

13

15

2

0.689

0.710

0.347

0.928

1.011

0.158

-0.133

NSEI

p_pelagic

13

16

1

0.471

0.470

0.226

0.726

1.054

0.134

0.007

NSEI

p_pelagic

13

16

2

0.257

0.239

0.089

0.499

1.060

0.108

0.166

NSEI

p_yellow

13

16

1

0.716

0.735

0.390

0.933

1.011

0.146

-0.130

NSEI

p_yellow

13

16

2

0.686

0.706

0.344

0.925

1.018

0.158

-0.126

NSEI

p_pelagic

13

17

1

0.478

0.476

0.237

0.733

1.045

0.132

0.015

NSEI

p_pelagic

13

17

2

0.260

0.245

0.091

0.504

1.035

0.108

0.139

NSEI

p_yellow

13

17

1

0.714

0.735

0.378

0.932

1.017

0.149

-0.141

NSEI

p_pelagic

13

18

1

0.479

0.479

0.236

0.733

1.048

0.132

0.000

NSEI

p_pelagic

13

18

2

0.267

0.254

0.093

0.519

1.046

0.111

0.117

NSEI

p_yellow

13

18

1

0.712

0.737

0.365

0.929

1.017

0.149

-0.168

NSEI

p_yellow

13

18

2

0.687

0.708

0.332

0.927

1.012

0.156

-0.135

NSEI

p_pelagic

13

19

1

0.478

0.474

0.237

0.740

1.037

0.130

0.031

NSEI

p_pelagic

13

19

2

0.261

0.246

0.097

0.499

1.047

0.106

0.142

NSEI

p_yellow

13

19

1

0.710

0.731

0.362

0.932

1.018

0.148

-0.142

NSEI

p_pelagic

13

2

1

0.456

0.452

0.189

0.732

1.069

0.146

0.027

NSEI

p_pelagic

13

2

2

0.245

0.229

0.072

0.514

1.077

0.116

0.139

NSEI

p_yellow

13

2

1

0.716

0.741

0.379

0.941

1.022

0.152

-0.165

NSEI

p_yellow

13

2

2

0.694

0.714

0.339

0.934

1.016

0.159

-0.125

NSEI

p_pelagic

13

20

1

0.487

0.487

0.246

0.743

1.045

0.129

0.000

NSEI

p_pelagic

13

20

2

0.269

0.254

0.101

0.520

1.041

0.109

0.137

NSEI

p_pelagic

13

21

1

0.493

0.496

0.248

0.742

1.021

0.131

-0.023

NSEI

p_pelagic

13

21

2

0.276

0.264

0.107

0.523

1.017

0.106

0.114

NSEI

p_yellow

13

21

2

0.680

0.700

0.347

0.920

1.012

0.153

-0.131

NSEI

p_pelagic

13

22

2

0.273

0.257

0.107

0.515

1.038

0.106

0.151

NSEI

p_pelagic

13

23

2

0.282

0.270

0.114

0.510

1.014

0.103

0.116

NSEI

p_pelagic

13

3

1

0.459

0.458

0.190

0.743

1.068

0.146

0.007

NSEI

p_pelagic

13

3

2

0.247

0.234

0.076

0.505

1.066

0.114

0.114

NSEI

p_yellow

13

3

1

0.720

0.743

0.385

0.936

1.013

0.149

-0.155

NSEI

p_yellow

13

3

2

0.693

0.716

0.342

0.932

1.015

0.158

-0.146

NSEI

p_pelagic

13

4

1

0.458

0.458

0.189

0.728

1.069

0.142

0.000

NSEI

p_pelagic

13

4

2

0.249

0.231

0.073

0.513

1.054

0.116

0.156

NSEI

p_yellow

13

4

1

0.716

0.737

0.379

0.943

1.012

0.151

-0.139

NSEI

p_yellow

13

4

2

0.693

0.711

0.352

0.935

1.021

0.155

-0.116

NSEI

p_pelagic

13

5

1

0.458

0.459

0.180

0.736

1.069

0.148

-0.007

NSEI

p_pelagic

13

5

2

0.248

0.232

0.078

0.508

1.066

0.113

0.141

NSEI

p_yellow

13

5

1

0.715

0.736

0.372

0.939

1.014

0.151

-0.139

NSEI

p_yellow

13

5

2

0.691

0.714

0.338

0.933

1.011

0.157

-0.146

NSEI

p_pelagic

13

6

1

0.461

0.460

0.182

0.734

1.061

0.147

0.007

NSEI

p_pelagic

13

6

2

0.246

0.227

0.079

0.503

1.058

0.113

0.168

NSEI

p_yellow

13

6

1

0.719

0.740

0.384

0.941

1.012

0.150

-0.140

NSEI

p_yellow

13

6

2

0.695

0.718

0.341

0.932

1.018

0.159

-0.145

NSEI

p_pelagic

13

7

1

0.463

0.462

0.203

0.730

1.068

0.142

0.007

NSEI

p_pelagic

13

7

2

0.247

0.232

0.076

0.501

1.063

0.112

0.133

NSEI

p_yellow

13

7

1

0.723

0.746

0.396

0.941

1.016

0.148

-0.156

NSEI

p_yellow

13

7

2

0.692

0.714

0.344

0.932

1.015

0.158

-0.140

NSEI

p_pelagic

13

8

1

0.464

0.462

0.199

0.744

1.068

0.144

0.014

NSEI

p_pelagic

13

8

2

0.249

0.233

0.085

0.503

1.068

0.111

0.144

NSEI

p_yellow

13

8

2

0.691

0.712

0.361

0.932

1.020

0.157

-0.134

NSEI

p_pelagic

13

9

1

0.463

0.460

0.195

0.736

1.062

0.144

0.021

NSEI

p_pelagic

13

9

2

0.251

0.233

0.078

0.510

1.048

0.113

0.159

NSEI

p_yellow

13

9

1

0.716

0.739

0.382

0.939

1.018

0.150

-0.153

NSEI

p_yellow

13

9

2

0.690

0.714

0.338

0.931

1.026

0.161

-0.150

NSEI

p_pelagic

14

1

1

0.381

0.371

0.161

0.638

1.013

0.124

0.080

NSEO

p_pelagic

14

1

2

0.351

0.342

0.135

0.613

1.013

0.125

0.072

NSEO

p_pelagic

14

10

1

0.380

0.374

0.161

0.633

1.014

0.124

0.049

NSEO

p_pelagic

14

10

2

0.348

0.339

0.141

0.607

1.012

0.121

0.074

NSEO

p_pelagic

14

11

2

0.349

0.341

0.141

0.608

1.015

0.124

0.065

NSEO

p_pelagic

14

12

2

0.352

0.343

0.142

0.610

1.015

0.123

0.073

NSEO

p_pelagic

14

13

2

0.347

0.336

0.144

0.611

1.011

0.121

0.091

NSEO

p_pelagic

14

14

1

0.375

0.368

0.159

0.629

1.011

0.122

0.057

NSEO

p_pelagic

14

14

2

0.350

0.340

0.149

0.603

1.018

0.121

0.083

NSEO

p_pelagic

14

15

1

0.366

0.357

0.157

0.621

1.017

0.121

0.074

NSEO

p_pelagic

14

15

2

0.347

0.338

0.139

0.592

1.019

0.121

0.074

NSEO

p_pelagic

14

16

2

0.357

0.349

0.142

0.618

1.013

0.124

0.065

NSEO

p_pelagic

14

17

1

0.359

0.348

0.160

0.623

1.013

0.119

0.092

NSEO

p_pelagic

14

18

2

0.349

0.342

0.146

0.606

1.014

0.118

0.059

NSEO

p_black

14

18

1

0.927

0.945

0.755

0.989

1.015

0.063

-0.284

NSEO

p_pelagic

14

19

1

0.395

0.390

0.176

0.643

1.016

0.122

0.041

NSEO

p_pelagic

14

2

1

0.375

0.367

0.160

0.637

1.012

0.124

0.065

NSEO

p_pelagic

14

20

2

0.352

0.341

0.146

0.608

1.015

0.120

0.092

NSEO

p_pelagic

14

3

1

0.378

0.371

0.167

0.628

1.011

0.120

0.058

NSEO

p_pelagic

14

3

2

0.350

0.341

0.142

0.610

1.012

0.121

0.074

NSEO

p_pelagic

14

4

2

0.349

0.339

0.143

0.613

1.017

0.123

0.081

NSEO

p_pelagic

14

6

1

0.375

0.369

0.157

0.634

1.016

0.123

0.049

NSEO

p_pelagic

14

7

1

0.377

0.371

0.162

0.636

1.014

0.123

0.049

NSEO

p_pelagic

14

7

2

0.350

0.343

0.137

0.597

1.016

0.121

0.058

NSEO

p_pelagic

14

8

2

0.349

0.339

0.137

0.618

1.013

0.125

0.080

NSEO

p_pelagic

14

9

1

0.376

0.368

0.157

0.634

1.014

0.125

0.064

NSEO

p_pelagic

14

9

2

0.350

0.340

0.145

0.605

1.013

0.121

0.082

NSEO

p_yellow

15

15

1

0.400

0.392

0.143

0.706

1.010

0.150

0.053

SSEI

p_yellow

15

23

1

0.413

0.405

0.144

0.726

1.010

0.153

0.052

SSEI

p_yellow

15

8

1

0.404

0.391

0.150

0.730

1.010

0.153

0.085

SSEI

p_pelagic

16

1

1

0.386

0.374

0.131

0.691

1.148

0.152

0.079

SSEO

p_pelagic

16

1

2

0.332

0.320

0.101

0.639

1.152

0.144

0.083

SSEO

p_pelagic

16

10

1

0.394

0.382

0.147

0.692

1.155

0.146

0.082

SSEO

p_pelagic

16

10

2

0.338

0.327

0.117

0.636

1.132

0.138

0.080

SSEO

p_pelagic

16

11

1

0.397

0.389

0.143

0.682

1.125

0.143

0.056

SSEO

p_pelagic

16

11

2

0.343

0.331

0.109

0.644

1.149

0.142

0.084

SSEO

p_pelagic

16

12

1

0.398

0.392

0.149

0.681

1.141

0.144

0.042

SSEO

p_pelagic

16

12

2

0.342

0.332

0.118

0.627

1.130

0.137

0.073

SSEO

p_pelagic

16

13

1

0.407

0.402

0.154

0.696

1.125

0.145

0.035

SSEO

p_pelagic

16

13

2

0.347

0.335

0.115

0.645

1.137

0.139

0.086

SSEO

p_pelagic

16

14

1

0.394

0.386

0.152

0.686

1.130

0.140

0.057

SSEO

p_pelagic

16

14

2

0.344

0.330

0.120

0.630

1.113

0.135

0.104

SSEO

p_pelagic

16

15

1

0.405

0.395

0.165

0.684

1.112

0.136

0.073

SSEO

p_pelagic

16

15

2

0.351

0.340

0.125

0.630

1.112

0.131

0.084

SSEO

p_pelagic

16

16

1

0.400

0.394

0.158

0.673

1.109

0.135

0.044

SSEO

p_pelagic

16

16

2

0.353

0.343

0.127

0.638

1.066

0.133

0.075

SSEO

p_pelagic

16

17

1

0.445

0.445

0.193

0.719

1.094

0.138

0.000

SSEO

p_pelagic

16

17

2

0.364

0.352

0.139

0.647

1.069

0.133

0.090

SSEO

p_pelagic

16

18

1

0.441

0.438

0.190

0.714

1.078

0.136

0.022

SSEO

p_pelagic

16

18

2

0.364

0.355

0.140

0.636

1.077

0.130

0.069

SSEO

p_pelagic

16

19

1

0.430

0.423

0.199

0.686

1.047

0.130

0.054

SSEO

p_pelagic

16

19

2

0.368

0.359

0.151

0.644

1.059

0.130

0.069

SSEO

p_pelagic

16

2

1

0.383

0.372

0.133

0.677

1.170

0.149

0.074

SSEO

p_pelagic

16

2

2

0.329

0.313

0.101

0.638

1.164

0.145

0.110

SSEO

p_pelagic

16

20

1

0.444

0.438

0.208

0.697

1.054

0.129

0.047

SSEO

p_pelagic

16

20

2

0.377

0.366

0.158

0.645

1.053

0.129

0.085

SSEO

p_pelagic

16

21

1

0.435

0.429

0.211

0.696

1.034

0.127

0.047

SSEO

p_pelagic

16

21

2

0.379

0.368

0.162

0.647

1.038

0.127

0.087

SSEO

p_pelagic

16

22

2

0.390

0.383

0.171

0.641

1.034

0.124

0.057

SSEO

p_pelagic

16

23

2

0.401

0.394

0.186

0.650

1.031

0.122

0.057

SSEO

p_pelagic

16

3

1

0.388

0.380

0.130

0.684

1.151

0.151

0.053

SSEO

p_pelagic

16

3

2

0.330

0.318

0.102

0.628

1.131

0.142

0.085

SSEO

p_pelagic

16

4

1

0.390

0.386

0.132

0.683

1.147

0.148

0.027

SSEO

p_pelagic

16

4

2

0.333

0.320

0.101

0.635

1.154

0.143

0.091

SSEO

p_pelagic

16

5

1

0.389

0.386

0.137

0.682

1.157

0.149

0.020

SSEO

p_pelagic

16

5

2

0.329

0.318

0.102

0.629

1.147

0.142

0.078

SSEO

p_pelagic

16

6

1

0.387

0.383

0.134

0.677

1.155

0.148

0.027

SSEO

p_pelagic

16

6

2

0.334

0.322

0.105

0.632

1.162

0.141

0.085

SSEO

p_pelagic

16

7

1

0.389

0.379

0.133

0.681

1.152

0.148

0.067

SSEO

p_pelagic

16

7

2

0.334

0.315

0.108

0.628

1.149

0.141

0.134

SSEO

p_pelagic

16

8

1

0.390

0.381

0.137

0.681

1.170

0.149

0.060

SSEO

p_pelagic

16

8

2

0.336

0.322

0.109

0.636

1.143

0.140

0.100

SSEO

p_pelagic

16

9

1

0.391

0.385

0.140

0.690

1.148

0.147

0.041

SSEO

p_pelagic

16

9

2

0.336

0.321

0.113

0.632

1.135

0.141

0.107

SSEO

p_pelagic

3

10

1

0.543

0.546

0.273

0.777

1.011

0.131

-0.023

PWSI

p_pelagic

3

4

1

0.543

0.545

0.284

0.774

1.010

0.129

-0.016

PWSI

p_pelagic

3

6

1

0.541

0.547

0.283

0.768

1.012

0.129

-0.047

PWSI

p_pelagic

3

7

1

0.539

0.543

0.281

0.774

1.010

0.130

-0.031

PWSI

p_pelagic

3

8

1

0.543

0.546

0.297

0.786

1.013

0.126

-0.024

PWSI

p_pelagic

3

9

1

0.539

0.540

0.292

0.776

1.011

0.127

-0.008

PWSI

p_pelagic

4

1

1

0.559

0.564

0.302

0.792

1.019

0.128

-0.039

PWSO

p_pelagic

4

1

2

0.544

0.548

0.291

0.784

1.013

0.129

-0.031

PWSO

p_pelagic

4

10

1

0.560

0.565

0.293

0.786

1.016

0.129

-0.039

PWSO

p_pelagic

4

10

2

0.543

0.547

0.289

0.779

1.011

0.129

-0.031

PWSO

p_pelagic

4

11

2

0.542

0.545

0.282

0.785

1.016

0.132

-0.023

PWSO

p_pelagic

4

12

1

0.557

0.564

0.296

0.794

1.013

0.130

-0.054

PWSO

p_pelagic

4

12

2

0.542

0.543

0.281

0.787

1.016

0.132

-0.008

PWSO

p_pelagic

4

13

1

0.562

0.572

0.312

0.783

1.012

0.128

-0.078

PWSO

p_pelagic

4

13

2

0.542

0.546

0.274

0.784

1.014

0.131

-0.030

PWSO

p_pelagic

4

14

1

0.555

0.560

0.297

0.793

1.018

0.129

-0.039

PWSO

p_pelagic

4

14

2

0.543

0.549

0.274

0.780

1.020

0.132

-0.045

PWSO

p_yellow

4

14

1

0.878

0.895

0.680

0.974

1.012

0.076

-0.225

PWSO

p_pelagic

4

15

1

0.552

0.558

0.296

0.788

1.016

0.127

-0.047

PWSO

p_pelagic

4

15

2

0.542

0.547

0.281

0.782

1.025

0.129

-0.039

PWSO

p_pelagic

4

16

1

0.558

0.562

0.299

0.789

1.012

0.128

-0.031

PWSO

p_pelagic

4

16

2

0.542

0.545

0.284

0.782

1.014

0.131

-0.023

PWSO

p_pelagic

4

17

1

0.555

0.561

0.305

0.793

1.012

0.130

-0.046

PWSO

p_pelagic

4

18

1

0.553

0.556

0.296

0.781

1.012

0.127

-0.024

PWSO

p_pelagic

4

18

2

0.543

0.544

0.278

0.788

1.015

0.130

-0.008

PWSO

p_pelagic

4

19

2

0.544

0.547

0.288

0.779

1.011

0.129

-0.023

PWSO

p_pelagic

4

2

1

0.560

0.570

0.293

0.796

1.017

0.130

-0.077

PWSO

p_pelagic

4

2

2

0.542

0.547

0.286

0.781

1.011

0.130

-0.038

PWSO

p_pelagic

4

20

2

0.465

0.465

0.243

0.688

1.010

0.117

0.000

PWSO

p_pelagic

4

3

2

0.541

0.544

0.285

0.777

1.021

0.129

-0.023

PWSO

p_pelagic

4

4

1

0.559

0.564

0.303

0.796

1.011

0.131

-0.038

PWSO

p_pelagic

4

4

2

0.544

0.545

0.288

0.784

1.012

0.131

-0.008

PWSO

p_pelagic

4

5

1

0.562

0.566

0.303

0.794

1.021

0.129

-0.031

PWSO

p_pelagic

4

5

2

0.541

0.543

0.278

0.790

1.021

0.132

-0.015

PWSO

p_pelagic

4

6

1

0.560

0.566

0.292

0.785

1.012

0.129

-0.047

PWSO

p_pelagic

4

6

2

0.543

0.544

0.282

0.777

1.020

0.129

-0.008

PWSO

p_pelagic

4

7

1

0.563

0.570

0.302

0.789

1.016

0.128

-0.055

PWSO

p_pelagic

4

7

2

0.543

0.546

0.283

0.778

1.016

0.130

-0.023

PWSO

p_pelagic

4

8

1

0.557

0.559

0.297

0.797

1.013

0.130

-0.015

PWSO

p_pelagic

4

8

2

0.543

0.546

0.284

0.784

1.012

0.129

-0.023

PWSO

p_pelagic

4

9

2

0.541

0.545

0.284

0.781

1.024

0.131

-0.030

PWSO

p_pelagic

5

1

2

0.760

0.893

0.000

1.000

1.012

0.297

-0.448

BSAI

p_pelagic

5

10

2

0.760

0.893

0.000

1.000

1.013

0.296

-0.449

BSAI

p_pelagic

5

11

2

0.763

0.894

0.000

1.000

1.011

0.293

-0.446

BSAI

p_pelagic

5

12

2

0.761

0.893

0.000

1.000

1.015

0.295

-0.447

BSAI

p_pelagic

5

13

2

0.761

0.894

0.000

1.000

1.012

0.298

-0.447

BSAI

p_pelagic

5

14

2

0.760

0.890

0.000

1.000

1.013

0.295

-0.441

BSAI

p_pelagic

5

15

2

0.760

0.893

0.000

1.000

1.014

0.296

-0.449

BSAI

p_pelagic

5

16

2

0.760

0.894

0.000

1.000

1.012

0.295

-0.454

BSAI

p_pelagic

5

17

2

0.759

0.889

0.000

1.000

1.013

0.294

-0.443

BSAI

p_pelagic

5

18

2

0.758

0.894

0.000

1.000

1.013

0.298

-0.456

BSAI

p_pelagic

5

19

2

0.760

0.898

0.000

1.000

1.015

0.296

-0.466

BSAI

p_pelagic

5

2

2

0.761

0.894

0.000

1.000

1.012

0.296

-0.450

BSAI

p_pelagic

5

20

2

0.760

0.892

0.000

1.000

1.014

0.296

-0.447

BSAI

p_pelagic

5

21

2

0.762

0.895

0.000

1.000

1.014

0.296

-0.450

BSAI

p_pelagic

5

22

2

0.759

0.894

0.000

1.000

1.014

0.297

-0.454

BSAI

p_pelagic

5

23

2

0.764

0.898

0.000

1.000

1.014

0.294

-0.456

BSAI

p_pelagic

5

24

2

0.761

0.890

0.000

1.000

1.015

0.295

-0.437

BSAI

p_pelagic

5

25

2

0.761

0.893

0.000

1.000

1.012

0.296

-0.447

BSAI

p_pelagic

5

26

2

0.762

0.900

0.000

1.000

1.011

0.295

-0.468

BSAI

p_pelagic

5

27

2

0.762

0.895

0.000

1.000

1.013

0.295

-0.451

BSAI

p_pelagic

5

28

2

0.762

0.891

0.000

1.000

1.014

0.292

-0.442

BSAI

p_pelagic

5

29

2

0.764

0.896

0.000

1.000

1.014

0.293

-0.450

BSAI

p_pelagic

5

3

2

0.761

0.893

0.000

1.000

1.015

0.295

-0.447

BSAI

p_pelagic

5

30

2

0.764

0.894

0.000

1.000

1.015

0.293

-0.444

BSAI

p_pelagic

5

31

2

0.763

0.893

0.000

1.000

1.013

0.294

-0.442

BSAI

p_pelagic

5

32

2

0.759

0.890

0.000

1.000

1.013

0.297

-0.441

BSAI

p_pelagic

5

33

2

0.761

0.896

0.000

1.000

1.012

0.296

-0.455

BSAI

p_pelagic

5

34

2

0.762

0.894

0.000

1.000

1.013

0.295

-0.447

BSAI

p_pelagic

5

35

2

0.758

0.894

0.000

1.000

1.013

0.296

-0.459

BSAI

p_pelagic

5

36

2

0.763

0.891

0.000

1.000

1.014

0.293

-0.437

BSAI

p_pelagic

5

37

2

0.759

0.895

0.000

1.000

1.013

0.296

-0.459

BSAI

p_pelagic

5

38

2

0.761

0.892

0.000

1.000

1.014

0.294

-0.445

BSAI

p_pelagic

5

39

2

0.761

0.894

0.000

1.000

1.012

0.295

-0.450

BSAI

p_pelagic

5

4

2

0.760

0.895

0.000

1.000

1.012

0.296

-0.456

BSAI

p_pelagic

5

40

2

0.762

0.894

0.000

1.000

1.013

0.294

-0.449

BSAI

p_pelagic

5

41

2

0.761

0.893

0.000

1.000

1.013

0.295

-0.447

BSAI

p_pelagic

5

42

2

0.759

0.894

0.000

1.000

1.013

0.296

-0.456

BSAI

p_pelagic

5

43

2

0.756

0.892

0.000

1.000

1.012

0.299

-0.455

BSAI

p_pelagic

5

5

2

0.762

0.896

0.000

1.000

1.012

0.295

-0.454

BSAI

p_pelagic

5

6

2

0.763

0.894

0.000

1.000

1.012

0.294

-0.445

BSAI

p_pelagic

5

7

2

0.761

0.895

0.000

1.000

1.014

0.296

-0.452

BSAI

p_pelagic

5

8

2

0.761

0.894

0.000

1.000

1.014

0.295

-0.450

BSAI

p_pelagic

5

9

2

0.761

0.894

0.000

1.000

1.012

0.295

-0.451

BSAI

p_black

8

40

1

0.660

0.493

0.340

0.962

1.038

0.264

0.633

afognak

p_black

8

43

1

0.429

0.424

0.348

0.516

1.065

0.058

0.086

afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable

area_n

year/species

mean

median

lower

upper

Rhat

sd

skew

year

area

tau_beta0_pH

1

1

7.757

4.287

0.735

40.845

1.170

10.685

0.325

CI

beta2_pH

10

1

0.961

0.785

0.333

2.610

1.190

0.830

0.212

northeast

beta2_pH

10

1

0.974

0.412

0.143

8.170

1.220

2.260

0.249

northeast

beta2_pH

11

1

-6.227

-5.286

-17.851

-0.520

1.105

4.605

-0.204

CSEO

beta3_pH

11

1

30.409

30.436

29.278

31.519

1.142

0.566

-0.048

CSEO

beta0_pelagic

11

-0.513

-0.367

-1.439

0.070

3.076

0.440

-0.332

CSEO

beta1_pelagic

11

1.657

1.474

0.856

2.771

3.040

0.549

0.334

CSEO

beta2_pelagic

11

0.850

0.504

0.142

3.692

1.474

0.947

0.365

CSEO

beta3_pelagic

11

29.001

29.205

24.702

33.403

1.691

2.110

-0.097

CSEO

beta2_pH

13

1

-6.724

-5.810

-18.050

-1.125

1.104

4.463

-0.205

NSEI

beta0_pelagic

13

-0.214

-0.139

-1.114

0.450

1.201

0.436

-0.172

NSEI

beta2_pelagic

13

0.479

0.208

0.086

3.292

1.143

0.894

0.303

NSEI

beta3_pelagic

13

35.872

35.984

27.531

42.655

1.263

4.006

-0.028

NSEI

beta2_pH

14

1

-6.728

-5.835

-17.726

-1.309

1.108

4.292

-0.208

NSEO

beta1_pelagic

14

2.040

1.952

1.321

3.194

1.221

0.483

0.182

NSEO

beta2_pelagic

14

0.752

0.536

0.182

2.691

1.148

0.671

0.322

NSEO

beta2_pH

15

1

-6.531

-5.813

-17.273

-1.197

1.207

4.000

-0.179

SSEI

beta1_pelagic

15

0.256

0.124

0.011

0.936

1.181

0.280

0.471

SSEI

beta2_pH

16

1

-7.122

-6.273

-17.551

-1.564

1.143

4.271

-0.199

SSEO

beta0_pelagic

16

-0.546

-0.423

-1.462

0.242

1.417

0.520

-0.236

SSEO

beta1_pelagic

16

1.793

1.654

0.727

3.206

1.315

0.708

0.196

SSEO

beta2_pelagic

16

0.553

0.278

0.099

3.335

1.116

0.845

0.325

SSEO

beta3_pelagic

16

30.117

30.295

23.711

36.795

1.207

3.353

-0.053

SSEO

tau_beta5_pH

2

2

0.395

0.172

0.044

1.596

1.126

1.840

0.121

NG

beta0_pH

2

1

1.075

1.128

0.363

1.525

1.273

0.296

-0.179

NG

beta1_pH

2

1

2.468

2.242

1.443

4.187

1.434

0.762

0.297

NG

beta2_pH

2

1

0.609

0.471

0.123

2.074

1.124

0.534

0.259

NG

beta3_pH

2

1

33.082

32.713

30.084

39.263

1.187

1.946

0.190

NG

mu_beta2_pH

3

1

-5.857

-5.554

-16.611

4.033

1.121

4.913

-0.062

PWSI

tau_beta5_pH

3

1

0.979

0.458

0.059

4.301

1.124

3.054

0.171

PWSI

beta2_pH

3

1

0.382

0.240

0.092

1.593

1.169

0.410

0.346

PWSI

beta3_pH

3

1

32.796

32.555

26.925

41.061

1.195

3.272

0.074

PWSI

beta1_pH

4

1

2.809

2.734

1.613

4.678

1.199

0.794

0.094

PWSO

beta0_yellow

4

0.862

0.958

-0.304

1.301

1.149

0.380

-0.253

PWSO

beta1_yellow

4

1.328

1.162

0.584

3.199

1.127

0.625

0.266

PWSO

beta4_yellow

5

1.671

1.015

-5.576

9.679

1.252

9.655

0.068

BSAI

beta2_pH

6

1

0.721

0.413

0.157

3.801

1.164

1.038

0.297

SOKO2SAP

beta4_yellow

6

0.496

0.944

-6.673

7.440

1.238

9.467

-0.047

SOKO2SAP

beta4_yellow

7

0.697

1.016

-6.891

8.437

1.227

9.025

-0.035

WKMA

beta1_pH

8

1

2.328

2.165

1.246

4.315

1.118

0.735

0.222

afognak

beta2_pH

8

1

0.643

0.377

0.129

3.419

1.205

0.931

0.286

afognak

beta0_H

8

6.701

6.504

-20.330

27.337

1.126

33.670

0.006

afognak

beta2_pH

9

1

0.837

0.570

0.166

3.467

1.131

0.970

0.275

eastside

beta2_pH

9

1

1.203

0.536

0.206

8.100

1.216

2.288

0.291

eastside

beta3_pH

9

1

31.353

31.164

27.715

38.803

1.114

2.441

0.077

eastside

beta4_yellow

9

1.075

0.983

-5.688

8.982

1.145

5.516

0.017

eastside

lambda_H

10

0.232

0.158

0.026

0.792

1.199

0.519

0.143

northeast

lambda_H

15

0.021

0.015

0.003

0.071

1.239

0.065

0.092

SSEI

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.01

1,046.00

265.00

1,427.00

334.00

Prop. of total

0.80

0.20

0.81

0.19

Prop. median less than 1

0.12

0.22

0.25

0.38

Prop. median less than 10

0.18

0.54

0.44

0.74

Prop. median less than 50

0.29

0.80

0.55

0.87

Median of the median values

462.12

8.80

29.02

2.07

Mean of the median values

1,435.07

182.05

461.02

103.97

Mean skew of posteriors

0.19

0.29

0.25

0.24

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.1

86.00

19.00

80.00

46.00

Prop. of total

0.82

0.18

0.63

0.37

Prop. median less than 1

0.03

0.68

0.75

0.67

Prop. median less than 10

0.03

0.89

0.82

0.89

Prop. median less than 50

0.03

0.95

0.91

0.96

Median of the median values

2,157.01

0.87

0.04

0.16

Mean of the median values

2,011.25

8.41

13.07

83.37

Mean skew of posteriors

0.14

0.21

0.15

0.16

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable

Freq

beta0_H

1

beta0_pelagic

3

beta0_pH

1

beta0_yellow

1

beta1_pelagic

4

beta1_pH

3

beta1_yellow

1

beta2_pelagic

4

beta2_pH

10

beta3_pelagic

3

beta3_pH

4

beta4_yellow

4

Bp_ay

15

Bp_ayg

14

Bp_ayu

6

H_ay

1

H_ayu

1

Hb_ay

19

Hb_ayg

18

Hb_ayu

12

Hd_ay

4

Ho_ay

20

Ho_ayg

1

Ho_ayu

12

Hp_ay

19

Hp_ayg

18

Hp_ayu

12

Hs_ayu

3

Hy_ay

22

Hy_ayg

17

Hy_ayu

5

lambda_H

2

mu_beta2_pH

1

p_pelagic

70

p_slope

3

R_ay

2

R_ayu

4

Rb_ay

1

Rb_ayu

2

Rd_ayg

1

re_pelagic

30

re_pH

11

Ro_ay

28

Ro_ayg

21

Ro_ayu

34

Rp_ay

1

Rp_ayu

2

Rs_ay

12

Rs_ayg

13

Rs_ayu

41

Ry_ay

32

Ry_ayg

1

Ry_ayu

55

sd_wt

1

tau_beta0_pH

1

tau_beta5_pH

2

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.014 0.070 -0.144 -0.017 0.130
mu_bc_H[2] 0.068 0.054 -0.031 0.067 0.187
mu_bc_H[3] -0.306 0.066 -0.430 -0.308 -0.168
mu_bc_H[4] -0.920 0.179 -1.269 -0.917 -0.569
mu_bc_H[5] 1.511 1.374 0.140 1.182 4.893
mu_bc_H[6] -2.390 0.320 -3.012 -2.390 -1.766
mu_bc_H[7] -0.448 0.105 -0.662 -0.443 -0.258
mu_bc_H[8] 0.306 0.375 -0.313 0.271 1.205
mu_bc_H[9] -0.238 0.123 -0.482 -0.239 -0.005
mu_bc_H[10] 0.081 0.063 -0.040 0.079 0.208
mu_bc_H[11] -0.127 0.037 -0.199 -0.127 -0.052
mu_bc_H[12] -0.256 0.105 -0.485 -0.251 -0.062
mu_bc_H[13] -0.154 0.074 -0.296 -0.154 -0.001
mu_bc_H[14] -0.304 0.089 -0.488 -0.304 -0.129
mu_bc_H[15] -0.333 0.046 -0.422 -0.333 -0.244
mu_bc_H[16] -0.329 0.369 -0.965 -0.352 0.484
mu_bc_R[1] 0.992 0.119 0.759 0.991 1.235
mu_bc_R[2] 1.006 0.075 0.853 1.011 1.148
mu_bc_R[3] 0.282 0.084 0.111 0.282 0.443
mu_bc_R[4] 0.659 0.204 0.225 0.670 1.039
mu_bc_R[5] 1.550 0.398 0.754 1.554 2.337
mu_bc_R[6] -1.508 0.395 -2.266 -1.513 -0.699
mu_bc_R[7] 0.407 0.202 0.005 0.413 0.790
mu_bc_R[8] 0.628 0.151 0.333 0.625 0.945
mu_bc_R[9] 0.378 0.168 0.038 0.383 0.682
mu_bc_R[10] 0.833 0.106 0.627 0.834 1.039
mu_bc_R[11] 1.091 0.071 0.952 1.090 1.236
mu_bc_R[12] 0.826 0.159 0.514 0.823 1.136
mu_bc_R[13] 1.093 0.092 0.909 1.096 1.271
mu_bc_R[14] 0.890 0.119 0.647 0.889 1.123
mu_bc_R[15] 0.820 0.097 0.632 0.822 1.012
mu_bc_R[16] 1.456 0.100 1.267 1.454 1.656
tau_pH[1] 3.232 0.233 2.785 3.228 3.711
tau_pH[2] 1.626 0.152 1.348 1.618 1.944
tau_pH[3] 1.480 0.135 1.232 1.475 1.749
tau_pH[4] 1.415 0.187 1.084 1.407 1.808
tau_pH[5] 0.654 0.105 0.469 0.650 0.877
beta0_pH[1,1,1] 0.377 0.198 -0.018 0.375 0.794
beta0_pH[2,1,1] 1.075 0.296 0.363 1.128 1.525
beta0_pH[3,1,1] 0.804 0.455 0.008 0.768 1.649
beta0_pH[4,1,1] 1.162 0.426 0.258 1.187 1.858
beta0_pH[5,1,1] -0.734 0.297 -1.370 -0.720 -0.204
beta0_pH[6,1,1] -0.444 0.331 -1.208 -0.391 0.068
beta0_pH[7,1,1] 0.710 0.129 0.460 0.708 0.966
beta0_pH[8,1,1] -0.675 0.349 -1.573 -0.634 -0.132
beta0_pH[9,1,1] -0.343 0.236 -0.879 -0.328 0.075
beta0_pH[10,1,1] 0.211 0.218 -0.243 0.211 0.617
beta0_pH[11,1,1] -0.092 0.195 -0.430 -0.110 0.286
beta0_pH[12,1,1] 0.563 0.210 0.125 0.566 0.965
beta0_pH[13,1,1] -0.006 0.179 -0.405 -0.001 0.337
beta0_pH[14,1,1] -0.269 0.190 -0.652 -0.267 0.095
beta0_pH[15,1,1] -0.059 0.188 -0.453 -0.061 0.301
beta0_pH[16,1,1] -0.146 0.231 -0.627 -0.130 0.296
beta0_pH[1,2,1] 0.113 0.188 -0.273 0.125 0.454
beta0_pH[2,2,1] 0.543 0.115 0.316 0.542 0.771
beta0_pH[3,2,1] 0.441 0.119 0.205 0.443 0.682
beta0_pH[4,2,1] 0.592 0.240 0.048 0.629 0.967
beta0_pH[5,2,1] -0.126 0.557 -1.295 -0.106 0.905
beta0_pH[6,2,1] -0.173 0.546 -1.365 -0.154 0.840
beta0_pH[7,2,1] -0.273 0.595 -1.571 -0.244 0.799
beta0_pH[8,2,1] -0.116 0.171 -0.443 -0.117 0.221
beta0_pH[9,2,1] 0.145 0.169 -0.182 0.144 0.479
beta0_pH[10,2,1] -0.212 0.116 -0.442 -0.215 0.016
beta0_pH[11,2,1] 0.172 0.299 -0.455 0.182 0.721
beta0_pH[12,2,1] 0.677 0.440 -0.166 0.699 1.476
beta0_pH[13,2,1] 0.210 0.302 -0.413 0.217 0.796
beta0_pH[14,2,1] 0.031 0.315 -0.581 0.028 0.677
beta0_pH[15,2,1] 0.453 0.409 -0.289 0.434 1.312
beta0_pH[16,2,1] 1.372 0.814 -0.130 1.523 2.659
beta0_pH[1,1,2] 2.531 0.220 2.105 2.527 2.971
beta0_pH[2,1,2] 2.954 0.189 2.591 2.950 3.339
beta0_pH[3,1,2] 3.461 0.202 3.071 3.460 3.855
beta0_pH[4,1,2] 3.231 0.187 2.881 3.225 3.615
beta0_pH[5,1,2] 4.531 1.306 2.752 4.278 7.841
beta0_pH[6,1,2] 3.319 0.258 2.827 3.313 3.852
beta0_pH[7,1,2] 1.970 0.232 1.500 1.975 2.424
beta0_pH[8,1,2] 2.825 0.219 2.386 2.825 3.237
beta0_pH[9,1,2] 3.919 0.291 3.359 3.918 4.513
beta0_pH[10,1,2] 3.897 0.243 3.443 3.891 4.397
beta0_pH[11,1,2] 2.053 0.174 1.718 2.051 2.405
beta0_pH[12,1,2] 1.819 0.214 1.396 1.822 2.234
beta0_pH[13,1,2] 2.405 0.197 2.028 2.404 2.788
beta0_pH[14,1,2] 1.953 0.177 1.605 1.953 2.286
beta0_pH[15,1,2] 2.411 0.215 1.991 2.411 2.830
beta0_pH[16,1,2] 2.633 0.209 2.232 2.632 3.045
beta0_pH[1,2,2] 1.915 0.703 0.457 1.941 3.235
beta0_pH[2,2,2] 1.779 0.263 1.267 1.774 2.295
beta0_pH[3,2,2] 1.934 0.248 1.448 1.932 2.432
beta0_pH[4,2,2] 2.320 0.276 1.777 2.313 2.848
beta0_pH[5,2,2] 3.479 1.522 0.618 3.387 6.807
beta0_pH[6,2,2] 3.434 1.536 0.579 3.360 6.871
beta0_pH[7,2,2] 3.429 1.585 0.407 3.367 6.781
beta0_pH[8,2,2] 4.335 1.362 2.431 4.080 7.756
beta0_pH[9,2,2] 4.000 1.356 2.001 3.803 7.325
beta0_pH[10,2,2] 2.532 0.383 1.761 2.537 3.277
beta0_pH[11,2,2] 2.576 0.217 2.154 2.575 3.021
beta0_pH[12,2,2] 1.508 0.446 0.620 1.530 2.349
beta0_pH[13,2,2] 2.679 0.224 2.242 2.678 3.130
beta0_pH[14,2,2] 1.927 0.229 1.478 1.932 2.377
beta0_pH[15,2,2] 2.621 0.212 2.199 2.620 3.046
beta0_pH[16,2,2] 3.431 0.341 2.766 3.428 4.105
beta0_pH[1,1,3] 0.692 0.676 -1.031 0.832 1.478
beta0_pH[2,1,3] 2.081 0.223 1.652 2.077 2.527
beta0_pH[3,1,3] 2.673 0.202 2.278 2.671 3.078
beta0_pH[4,1,3] 3.023 0.216 2.591 3.022 3.453
beta0_pH[5,1,3] 2.334 1.257 0.592 2.115 5.339
beta0_pH[6,1,3] 1.217 0.396 0.488 1.201 2.018
beta0_pH[7,1,3] 0.505 0.221 0.078 0.506 0.949
beta0_pH[8,1,3] 0.264 0.242 -0.211 0.264 0.742
beta0_pH[9,1,3] -1.649 0.594 -2.886 -1.634 -0.569
beta0_pH[10,1,3] -0.290 0.668 -1.747 -0.237 0.861
beta0_pH[11,1,3] 1.028 0.382 0.318 1.004 1.821
beta0_pH[12,1,3] 0.903 0.471 -0.063 0.880 1.928
beta0_pH[13,1,3] 0.745 0.354 -0.006 0.764 1.396
beta0_pH[14,1,3] 0.541 0.378 -0.308 0.578 1.165
beta0_pH[15,1,3] 0.796 0.343 0.059 0.811 1.447
beta0_pH[16,1,3] 1.025 0.464 0.212 0.969 2.111
beta0_pH[1,2,3] 1.120 0.528 0.085 1.113 2.148
beta0_pH[2,2,3] 0.225 0.266 -0.310 0.220 0.750
beta0_pH[3,2,3] 0.536 0.231 0.109 0.534 1.000
beta0_pH[4,2,3] 0.586 0.292 0.008 0.582 1.169
beta0_pH[5,2,3] 0.312 1.679 -2.655 0.203 4.082
beta0_pH[6,2,3] 0.184 1.746 -3.184 0.108 3.932
beta0_pH[7,2,3] 0.113 1.792 -3.537 0.105 3.932
beta0_pH[8,2,3] -0.416 1.079 -2.655 -0.354 1.555
beta0_pH[9,2,3] 0.254 1.818 -3.484 0.254 3.990
beta0_pH[10,2,3] -0.104 0.346 -0.797 -0.103 0.564
beta0_pH[11,2,3] 0.794 0.315 0.051 0.833 1.309
beta0_pH[12,2,3] 0.809 0.324 0.125 0.828 1.388
beta0_pH[13,2,3] 1.031 0.399 0.288 0.997 1.884
beta0_pH[14,2,3] 0.719 0.354 -0.062 0.733 1.384
beta0_pH[15,2,3] 0.768 0.369 -0.019 0.789 1.458
beta0_pH[16,2,3] 0.917 0.411 0.085 0.906 1.787
beta0_pH[11,1,4] 0.750 0.369 0.060 0.728 1.520
beta0_pH[12,1,4] 0.629 0.436 -0.211 0.617 1.581
beta0_pH[13,1,4] 0.608 0.373 -0.113 0.610 1.354
beta0_pH[14,1,4] 0.483 0.364 -0.303 0.500 1.151
beta0_pH[15,1,4] 0.481 0.348 -0.204 0.504 1.193
beta0_pH[16,1,4] 0.751 0.413 -0.001 0.724 1.687
beta0_pH[11,2,4] 0.507 0.328 -0.193 0.528 1.079
beta0_pH[12,2,4] 0.617 0.329 -0.086 0.627 1.253
beta0_pH[13,2,4] 0.788 0.371 0.049 0.776 1.540
beta0_pH[14,2,4] 0.557 0.349 -0.192 0.569 1.223
beta0_pH[15,2,4] 0.560 0.328 -0.105 0.563 1.196
beta0_pH[16,2,4] 0.691 0.396 -0.067 0.698 1.500
beta0_pH[11,1,5] 2.776 0.341 2.126 2.769 3.453
beta0_pH[12,1,5] -0.908 0.534 -1.920 -0.923 0.172
beta0_pH[13,1,5] 3.150 0.533 2.134 3.141 4.230
beta0_pH[14,1,5] 3.548 0.469 2.664 3.536 4.533
beta0_pH[15,1,5] 2.166 0.388 1.438 2.169 2.937
beta0_pH[16,1,5] -0.392 0.290 -0.983 -0.387 0.142
beta0_pH[11,2,5] 2.096 0.379 1.346 2.092 2.825
beta0_pH[12,2,5] -0.796 1.148 -3.217 -0.735 1.297
beta0_pH[13,2,5] 4.239 0.423 3.413 4.234 5.082
beta0_pH[14,2,5] 3.142 0.635 1.956 3.115 4.428
beta0_pH[15,2,5] 2.600 0.344 1.908 2.592 3.300
beta0_pH[16,2,5] 4.282 0.694 3.003 4.246 5.764
beta1_pH[1,1,1] 3.524 0.886 2.293 3.337 5.754
beta1_pH[2,1,1] 2.468 0.762 1.443 2.242 4.187
beta1_pH[3,1,1] 2.959 1.091 1.507 2.771 5.718
beta1_pH[4,1,1] 2.809 0.794 1.613 2.734 4.678
beta1_pH[5,1,1] 2.242 0.349 1.623 2.217 2.998
beta1_pH[6,1,1] 2.067 0.536 1.270 1.974 3.319
beta1_pH[7,1,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1,1] 2.328 0.735 1.246 2.165 4.315
beta1_pH[9,1,1] 2.056 0.482 1.373 1.979 3.257
beta1_pH[10,1,1] 2.205 0.293 1.662 2.191 2.837
beta1_pH[11,1,1] 3.331 0.254 2.855 3.324 3.840
beta1_pH[12,1,1] 2.944 0.253 2.455 2.945 3.449
beta1_pH[13,1,1] 2.733 0.265 2.248 2.724 3.284
beta1_pH[14,1,1] 3.365 0.265 2.853 3.371 3.883
beta1_pH[15,1,1] 2.668 0.247 2.207 2.656 3.192
beta1_pH[16,1,1] 3.022 0.288 2.484 3.000 3.688
beta1_pH[1,2,1] 0.425 0.312 0.002 0.391 1.077
beta1_pH[2,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2,1] 0.369 0.335 0.001 0.294 1.136
beta1_pH[5,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,1] 1.578 0.346 0.958 1.553 2.318
beta1_pH[12,2,1] 1.355 0.470 0.525 1.335 2.327
beta1_pH[13,2,1] 1.552 0.335 0.922 1.538 2.266
beta1_pH[14,2,1] 1.686 0.348 1.033 1.675 2.396
beta1_pH[15,2,1] 1.378 0.432 0.528 1.382 2.199
beta1_pH[16,2,1] 2.321 0.875 1.039 2.147 3.977
beta1_pH[1,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,1,3] 2.722 1.476 0.741 2.368 6.454
beta1_pH[2,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,1,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1,3] 4.344 1.873 2.122 3.909 9.541
beta1_pH[9,1,3] 4.265 1.035 2.621 4.145 6.728
beta1_pH[10,1,3] 4.869 1.935 2.509 4.404 10.135
beta1_pH[11,1,3] 2.196 0.446 1.300 2.197 3.033
beta1_pH[12,1,3] 3.177 0.545 2.115 3.168 4.319
beta1_pH[13,1,3] 1.702 0.413 0.930 1.695 2.519
beta1_pH[14,1,3] 1.818 0.420 1.036 1.800 2.706
beta1_pH[15,1,3] 2.102 0.412 1.285 2.095 2.950
beta1_pH[16,1,3] 3.290 0.543 2.187 3.305 4.323
beta1_pH[1,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,3] 0.825 0.907 0.121 0.634 2.536
beta1_pH[12,2,3] 0.909 0.891 0.126 0.770 2.321
beta1_pH[13,2,3] 1.472 0.489 0.485 1.487 2.387
beta1_pH[14,2,3] 1.535 0.494 0.542 1.521 2.553
beta1_pH[15,2,3] 1.022 0.476 0.179 1.014 2.005
beta1_pH[16,2,3] 1.905 0.544 0.829 1.902 2.991
beta1_pH[11,1,4] 2.098 0.456 1.168 2.119 2.954
beta1_pH[12,1,4] 3.253 0.534 2.191 3.254 4.339
beta1_pH[13,1,4] 1.063 0.416 0.215 1.064 1.866
beta1_pH[14,1,4] 1.682 0.442 0.853 1.663 2.620
beta1_pH[15,1,4] 0.926 0.393 0.132 0.930 1.672
beta1_pH[16,1,4] 3.267 0.513 2.211 3.272 4.240
beta1_pH[11,2,4] 0.712 0.422 0.036 0.681 1.640
beta1_pH[12,2,4] 0.916 0.472 0.084 0.907 1.900
beta1_pH[13,2,4] 1.394 0.477 0.505 1.370 2.363
beta1_pH[14,2,4] 1.749 0.505 0.810 1.741 2.762
beta1_pH[15,2,4] 1.095 0.411 0.247 1.096 1.897
beta1_pH[16,2,4] 1.949 0.540 0.904 1.959 3.035
beta1_pH[11,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,1,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1,1] 0.447 0.220 0.200 0.392 1.015
beta2_pH[2,1,1] 0.609 0.534 0.123 0.471 2.074
beta2_pH[3,1,1] 0.382 0.410 0.092 0.240 1.593
beta2_pH[4,1,1] 0.404 0.368 0.115 0.290 1.397
beta2_pH[5,1,1] 1.999 1.428 0.429 1.660 5.868
beta2_pH[6,1,1] 0.721 1.038 0.157 0.413 3.801
beta2_pH[7,1,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1,1] 0.643 0.931 0.129 0.377 3.419
beta2_pH[9,1,1] 0.837 0.970 0.166 0.570 3.467
beta2_pH[10,1,1] 0.961 0.830 0.333 0.785 2.610
beta2_pH[11,1,1] 0.875 0.315 0.489 0.822 1.562
beta2_pH[12,1,1] 1.243 0.500 0.682 1.119 2.767
beta2_pH[13,1,1] 0.923 0.311 0.461 0.871 1.668
beta2_pH[14,1,1] 0.925 0.293 0.547 0.882 1.587
beta2_pH[15,1,1] 0.877 0.369 0.433 0.815 1.798
beta2_pH[16,1,1] 0.867 0.342 0.416 0.821 1.680
beta2_pH[1,2,1] 2.236 1.346 0.040 2.348 3.992
beta2_pH[2,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2,1] 2.115 1.402 0.040 2.153 3.992
beta2_pH[5,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,1] 2.479 1.224 0.444 2.674 3.994
beta2_pH[12,2,1] 2.490 1.317 0.091 2.876 3.996
beta2_pH[13,2,1] 2.523 1.205 0.524 2.714 3.995
beta2_pH[14,2,1] 2.715 1.167 0.490 3.090 3.995
beta2_pH[15,2,1] 2.571 1.218 0.349 2.842 3.996
beta2_pH[16,2,1] 2.567 1.227 0.525 2.889 3.995
beta2_pH[1,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1,3] 3.145 4.780 0.106 0.848 17.093
beta2_pH[2,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,1,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1,3] 2.768 2.696 0.544 1.817 10.070
beta2_pH[9,1,3] 1.203 2.288 0.206 0.536 8.100
beta2_pH[10,1,3] 0.974 2.260 0.143 0.412 8.170
beta2_pH[11,1,3] -6.227 4.605 -17.851 -5.286 -0.520
beta2_pH[12,1,3] -7.163 4.494 -18.214 -6.575 -0.901
beta2_pH[13,1,3] -6.724 4.463 -18.050 -5.810 -1.125
beta2_pH[14,1,3] -6.728 4.292 -17.726 -5.835 -1.309
beta2_pH[15,1,3] -6.531 4.000 -17.273 -5.813 -1.197
beta2_pH[16,1,3] -7.122 4.271 -17.551 -6.273 -1.564
beta2_pH[1,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,3] -6.449 5.662 -20.216 -4.921 -0.078
beta2_pH[12,2,3] -6.344 5.702 -20.781 -4.715 -0.119
beta2_pH[13,2,3] -6.488 5.588 -20.920 -4.863 -0.329
beta2_pH[14,2,3] -6.595 5.461 -20.376 -4.879 -0.589
beta2_pH[15,2,3] -6.591 5.614 -21.100 -4.903 -0.249
beta2_pH[16,2,3] -6.785 5.421 -20.708 -5.115 -0.683
beta2_pH[11,1,4] -7.426 5.280 -21.243 -6.708 -0.460
beta2_pH[12,1,4] -7.946 5.079 -20.550 -7.196 -0.855
beta2_pH[13,1,4] -7.610 5.205 -21.079 -6.675 -0.732
beta2_pH[14,1,4] -7.498 5.055 -20.465 -6.498 -1.087
beta2_pH[15,1,4] -7.495 5.156 -20.832 -6.587 -0.588
beta2_pH[16,1,4] -7.392 4.874 -20.289 -6.464 -1.310
beta2_pH[11,2,4] -6.510 5.706 -20.486 -5.119 -0.075
beta2_pH[12,2,4] -6.643 5.744 -20.792 -5.173 -0.119
beta2_pH[13,2,4] -6.722 5.735 -20.506 -5.381 -0.228
beta2_pH[14,2,4] -6.908 5.588 -21.284 -5.378 -0.627
beta2_pH[15,2,4] -7.044 5.681 -21.018 -5.576 -0.349
beta2_pH[16,2,4] -7.016 5.494 -20.492 -5.422 -0.696
beta2_pH[11,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,1,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2,5] 0.000 0.000 0.000 0.000 0.000
beta3_pH[1,1,1] 36.111 1.834 33.346 35.817 40.487
beta3_pH[2,1,1] 33.082 1.946 30.084 32.713 39.263
beta3_pH[3,1,1] 32.796 3.272 26.925 32.555 41.061
beta3_pH[4,1,1] 32.929 2.243 28.842 32.792 38.009
beta3_pH[5,1,1] 27.480 0.698 26.340 27.437 29.110
beta3_pH[6,1,1] 33.557 2.566 28.276 33.411 38.880
beta3_pH[7,1,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1,1] 34.665 3.156 29.381 34.262 41.058
beta3_pH[9,1,1] 31.353 2.441 27.715 31.164 38.803
beta3_pH[10,1,1] 32.086 1.037 30.220 32.014 34.216
beta3_pH[11,1,1] 30.409 0.566 29.278 30.436 31.519
beta3_pH[12,1,1] 30.538 0.454 29.646 30.548 31.395
beta3_pH[13,1,1] 32.719 0.737 31.273 32.705 34.174
beta3_pH[14,1,1] 32.089 0.585 30.958 32.081 33.231
beta3_pH[15,1,1] 31.187 0.813 29.647 31.151 32.881
beta3_pH[16,1,1] 30.701 0.650 29.526 30.673 32.088
beta3_pH[1,2,1] 34.485 3.262 26.772 34.370 41.937
beta3_pH[2,2,1] 33.941 5.213 25.437 33.947 42.514
beta3_pH[3,2,1] 32.344 6.117 22.492 32.212 42.457
beta3_pH[4,2,1] 31.415 5.386 22.967 29.790 42.495
beta3_pH[5,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,1] 35.153 1.482 32.588 35.020 37.829
beta3_pH[12,2,1] 32.397 2.278 29.187 31.905 38.377
beta3_pH[13,2,1] 30.744 1.046 29.062 30.830 32.658
beta3_pH[14,2,1] 32.283 1.285 31.012 31.817 35.993
beta3_pH[15,2,1] 31.221 1.531 29.146 31.097 34.415
beta3_pH[16,2,1] 31.064 1.099 29.113 31.350 32.601
beta3_pH[1,1,2] 34.144 5.128 25.661 34.130 42.556
beta3_pH[2,1,2] 33.963 5.145 25.443 34.076 42.518
beta3_pH[3,1,2] 32.552 6.027 22.531 32.496 42.629
beta3_pH[4,1,2] 32.612 6.106 22.508 32.722 42.560
beta3_pH[5,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,1,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,1,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,2,2] 34.089 5.152 25.513 34.241 42.636
beta3_pH[2,2,2] 33.956 5.206 25.443 33.924 42.538
beta3_pH[3,2,2] 32.362 5.978 22.578 32.297 42.327
beta3_pH[4,2,2] 32.371 6.111 22.481 32.241 42.490
beta3_pH[5,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,1,3] 38.292 3.245 30.081 39.422 42.618
beta3_pH[2,1,3] 33.876 5.187 25.461 33.651 42.527
beta3_pH[3,1,3] 32.481 5.979 22.678 32.542 42.446
beta3_pH[4,1,3] 32.318 6.070 22.579 32.146 42.425
beta3_pH[5,1,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,1,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,1,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1,3] 41.920 0.742 40.717 41.770 43.661
beta3_pH[9,1,3] 32.968 0.823 32.035 32.788 34.903
beta3_pH[10,1,3] 36.084 2.246 32.778 35.753 42.172
beta3_pH[11,1,3] 40.685 1.067 38.940 40.639 42.715
beta3_pH[12,1,3] 42.002 0.902 39.386 42.305 42.848
beta3_pH[13,1,3] 41.297 0.771 39.631 41.360 42.725
beta3_pH[14,1,3] 40.334 0.827 38.809 40.279 41.880
beta3_pH[15,1,3] 40.655 0.594 39.303 40.674 41.796
beta3_pH[16,1,3] 42.183 0.404 41.221 42.179 42.895
beta3_pH[1,2,3] 33.866 5.159 25.505 33.846 42.490
beta3_pH[2,2,3] 34.009 5.216 25.397 34.005 42.512
beta3_pH[3,2,3] 32.417 6.133 22.451 32.386 42.346
beta3_pH[4,2,3] 32.436 6.060 22.442 32.344 42.386
beta3_pH[5,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,3] 35.930 4.738 29.142 36.729 42.674
beta3_pH[12,2,3] 35.882 4.197 29.236 36.085 42.618
beta3_pH[13,2,3] 40.353 1.652 36.419 40.628 42.638
beta3_pH[14,2,3] 39.680 1.346 36.668 39.850 41.785
beta3_pH[15,2,3] 39.408 2.421 31.228 39.966 42.470
beta3_pH[16,2,3] 41.344 1.009 39.235 41.503 42.752
beta3_pH[11,1,4] 40.501 0.980 39.001 40.351 42.907
beta3_pH[12,1,4] 42.291 0.596 40.367 42.421 42.937
beta3_pH[13,1,4] 41.242 1.360 38.239 41.323 43.648
beta3_pH[14,1,4] 40.392 0.893 38.614 40.379 41.911
beta3_pH[15,1,4] 41.512 1.388 38.110 41.597 43.782
beta3_pH[16,1,4] 42.000 0.472 41.062 42.012 42.895
beta3_pH[11,2,4] 39.775 2.515 34.618 40.058 43.738
beta3_pH[12,2,4] 38.779 2.724 34.614 38.484 43.604
beta3_pH[13,2,4] 39.957 1.786 36.146 40.237 43.063
beta3_pH[14,2,4] 39.762 1.086 37.474 39.887 41.711
beta3_pH[15,2,4] 39.874 1.695 36.229 40.049 42.949
beta3_pH[16,2,4] 41.391 0.885 39.381 41.488 42.880
beta3_pH[11,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,1,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,2,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,2,5] 25.000 0.000 25.000 25.000 25.000
beta0_pelagic[1] 2.219 0.104 2.007 2.219 2.414
beta0_pelagic[2] 1.486 0.104 1.276 1.487 1.691
beta0_pelagic[3] 0.178 0.257 -0.478 0.213 0.591
beta0_pelagic[4] 0.260 0.249 -0.337 0.261 0.745
beta0_pelagic[5] 1.409 0.181 1.052 1.408 1.769
beta0_pelagic[6] 1.376 0.121 1.136 1.378 1.609
beta0_pelagic[7] 1.494 0.112 1.274 1.494 1.721
beta0_pelagic[8] 1.727 0.112 1.512 1.726 1.949
beta0_pelagic[9] 2.764 0.130 2.511 2.760 3.015
beta0_pelagic[10] 2.551 0.106 2.346 2.547 2.766
beta0_pelagic[11] -0.513 0.440 -1.439 -0.367 0.070
beta0_pelagic[12] 1.786 0.105 1.580 1.784 1.987
beta0_pelagic[13] -0.214 0.436 -1.114 -0.139 0.450
beta0_pelagic[14] -0.535 0.248 -1.118 -0.512 -0.132
beta0_pelagic[15] -0.252 0.107 -0.471 -0.251 -0.045
beta0_pelagic[16] -0.546 0.520 -1.462 -0.423 0.242
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.735 0.308 0.255 0.687 1.632
beta1_pelagic[4] 0.860 0.257 0.362 0.852 1.444
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.657 0.549 0.856 1.474 2.771
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 2.075 0.787 0.731 2.081 3.399
beta1_pelagic[14] 2.040 0.483 1.321 1.952 3.194
beta1_pelagic[15] 0.256 0.280 0.011 0.124 0.936
beta1_pelagic[16] 1.793 0.708 0.727 1.654 3.206
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 6.365 5.880 0.180 4.753 20.980
beta2_pelagic[4] 7.146 5.956 0.458 5.704 21.461
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 0.850 0.947 0.142 0.504 3.692
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 0.479 0.894 0.086 0.208 3.292
beta2_pelagic[14] 0.752 0.671 0.182 0.536 2.691
beta2_pelagic[15] 2.672 1.926 0.165 2.264 7.241
beta2_pelagic[16] 0.553 0.845 0.099 0.278 3.335
beta3_pelagic[1] 30.972 6.834 19.581 30.964 42.458
beta3_pelagic[2] 31.006 6.980 19.626 31.027 42.436
beta3_pelagic[3] 28.782 3.051 22.997 29.600 35.860
beta3_pelagic[4] 25.727 1.342 22.533 26.084 27.848
beta3_pelagic[5] 29.498 6.683 18.521 29.538 40.375
beta3_pelagic[6] 29.392 6.630 18.538 29.321 40.318
beta3_pelagic[7] 29.597 6.579 18.538 29.911 40.324
beta3_pelagic[8] 29.381 6.696 18.465 29.292 40.324
beta3_pelagic[9] 29.279 6.702 18.445 29.254 40.379
beta3_pelagic[10] 29.815 6.557 18.684 30.034 40.329
beta3_pelagic[11] 29.001 2.110 24.702 29.205 33.403
beta3_pelagic[12] 30.897 6.986 19.496 30.852 42.497
beta3_pelagic[13] 35.872 4.006 27.531 35.984 42.655
beta3_pelagic[14] 33.465 1.458 31.095 33.336 36.950
beta3_pelagic[15] 35.793 6.576 20.347 38.574 42.615
beta3_pelagic[16] 30.117 3.353 23.711 30.295 36.795
beta0_yellow[1] -0.484 0.150 -0.781 -0.488 -0.186
beta0_yellow[2] 0.564 0.177 0.223 0.564 0.894
beta0_yellow[3] -0.195 0.181 -0.552 -0.188 0.135
beta0_yellow[4] 0.862 0.380 -0.304 0.958 1.301
beta0_yellow[5] 0.376 0.342 -0.395 0.412 0.933
beta0_yellow[6] 0.813 0.158 0.508 0.809 1.139
beta0_yellow[7] 0.948 0.154 0.653 0.947 1.267
beta0_yellow[8] 0.980 0.155 0.689 0.981 1.277
beta0_yellow[9] 0.527 0.166 0.185 0.534 0.828
beta0_yellow[10] 0.678 0.135 0.411 0.682 0.930
beta0_yellow[11] -0.048 0.186 -0.442 -0.041 0.293
beta0_yellow[12] -1.191 0.201 -1.630 -1.179 -0.834
beta0_yellow[13] -1.379 0.275 -2.041 -1.343 -0.925
beta0_yellow[14] -0.264 0.181 -0.634 -0.265 0.090
beta0_yellow[15] -1.148 0.220 -1.677 -1.119 -0.806
beta0_yellow[16] -0.339 0.165 -0.676 -0.335 -0.034
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 1.000 0.294 0.525 0.981 1.622
beta1_yellow[3] 0.462 0.261 0.016 0.470 0.957
beta1_yellow[4] 1.328 0.625 0.584 1.162 3.199
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 1.986 0.321 1.444 1.954 2.713
beta1_yellow[12] 0.248 0.407 0.011 0.093 1.320
beta1_yellow[13] 2.450 0.703 1.391 2.325 4.047
beta1_yellow[14] 2.681 0.576 1.718 2.630 4.041
beta1_yellow[15] 0.718 0.405 0.040 0.686 1.777
beta1_yellow[16] 0.159 0.169 0.011 0.091 0.597
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.467 5.652 -21.028 -6.375 -0.249
beta2_yellow[3] -7.539 5.493 -20.038 -6.514 -0.407
beta2_yellow[4] -5.897 5.940 -20.675 -4.222 -0.099
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] -4.127 4.771 -18.068 -2.020 -0.441
beta2_yellow[12] -7.751 5.887 -21.773 -6.561 -0.272
beta2_yellow[13] -1.734 3.133 -12.367 -0.634 -0.199
beta2_yellow[14] -4.533 4.767 -18.007 -2.571 -0.545
beta2_yellow[15] -7.123 5.763 -19.955 -6.055 -0.187
beta2_yellow[16] -7.502 5.760 -21.198 -6.132 -0.311
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 29.079 1.598 26.898 28.751 32.965
beta3_yellow[3] 32.847 3.514 23.006 32.855 39.947
beta3_yellow[4] 29.163 3.296 24.441 27.906 36.918
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 30.186 0.753 28.927 30.061 31.811
beta3_yellow[12] 34.714 3.963 28.342 34.507 41.611
beta3_yellow[13] 30.237 1.142 28.238 30.124 32.742
beta3_yellow[14] 29.321 0.528 28.318 29.243 30.544
beta3_yellow[15] 30.993 2.702 28.128 30.029 37.720
beta3_yellow[16] 34.055 3.600 28.339 33.651 41.330
beta0_black[1] 0.048 0.183 -0.306 0.045 0.412
beta0_black[2] 1.900 0.170 1.573 1.898 2.238
beta0_black[3] 1.384 0.172 1.054 1.381 1.719
beta0_black[4] 2.531 0.181 2.175 2.529 2.884
beta0_black[5] 4.790 2.305 1.633 4.301 10.629
beta0_black[6] 4.834 2.140 2.299 4.303 10.601
beta0_black[7] 3.652 1.866 1.491 3.178 8.946
beta0_black[8] 1.051 0.275 0.537 1.044 1.585
beta0_black[9] 2.699 0.290 2.133 2.693 3.280
beta0_black[10] 1.378 0.170 1.036 1.382 1.701
beta0_black[11] 2.959 0.190 2.594 2.961 3.328
beta0_black[12] 4.851 0.239 4.395 4.847 5.322
beta0_black[13] 0.314 0.246 0.014 0.266 0.944
beta0_black[14] 2.844 0.200 2.451 2.844 3.234
beta0_black[15] 1.293 0.182 0.922 1.296 1.644
beta0_black[16] 3.774 0.192 3.400 3.775 4.144
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.607 1.694 -6.748 -2.214 -0.464
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 38.716 1.294 35.868 38.954 40.599
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.333 0.240 -0.797 -0.332 0.142
beta4_black[2] 0.267 0.234 -0.191 0.272 0.719
beta4_black[3] -1.008 0.235 -1.469 -1.007 -0.540
beta4_black[4] 0.562 0.267 0.040 0.552 1.090
beta4_black[5] 0.918 2.145 -1.276 0.497 5.478
beta4_black[6] 1.011 1.970 -0.975 0.579 5.351
beta4_black[7] 0.853 1.703 -1.067 0.525 4.919
beta4_black[8] -0.231 0.371 -0.997 -0.209 0.472
beta4_black[9] 1.063 0.896 -0.177 0.887 3.292
beta4_black[10] 0.107 0.224 -0.317 0.107 0.547
beta4_black[11] -0.586 0.253 -1.082 -0.586 -0.087
beta4_black[12] 0.645 0.384 -0.089 0.637 1.421
beta4_black[13] -1.231 0.250 -1.744 -1.224 -0.752
beta4_black[14] 0.095 0.295 -0.468 0.097 0.672
beta4_black[15] -1.014 0.243 -1.481 -1.017 -0.539
beta4_black[16] -0.452 0.261 -0.953 -0.453 0.070
beta0_dsr[11] -0.612 0.169 -0.946 -0.614 -0.287
beta0_dsr[12] 1.450 0.175 1.111 1.449 1.791
beta0_dsr[13] 0.074 0.158 -0.232 0.076 0.381
beta0_dsr[14] -0.165 0.175 -0.510 -0.164 0.183
beta0_dsr[15] 0.034 0.162 -0.293 0.036 0.351
beta0_dsr[16] -0.102 0.167 -0.453 -0.100 0.213
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 1.078 0.222 0.648 1.073 1.516
beta4_dsr[12] 0.716 0.320 0.076 0.716 1.339
beta4_dsr[13] 0.167 0.208 -0.227 0.163 0.570
beta4_dsr[14] -0.050 0.246 -0.536 -0.047 0.422
beta4_dsr[15] 0.700 0.209 0.298 0.698 1.115
beta4_dsr[16] 0.469 0.230 0.011 0.463 0.924
beta0_slope[11] -1.939 0.204 -2.338 -1.939 -1.535
beta0_slope[12] -5.448 0.345 -6.124 -5.443 -4.791
beta0_slope[13] -1.289 0.218 -1.708 -1.290 -0.856
beta0_slope[14] -2.567 0.222 -3.000 -2.564 -2.152
beta0_slope[15] -1.266 0.196 -1.651 -1.266 -0.867
beta0_slope[16] -2.297 0.212 -2.722 -2.289 -1.903
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.769 0.277 -1.327 -0.764 -0.241
beta4_slope[12] -3.867 0.943 -5.844 -3.871 -2.094
beta4_slope[13] -0.020 0.276 -0.548 -0.016 0.507
beta4_slope[14] -0.386 0.329 -1.022 -0.391 0.256
beta4_slope[15] -0.931 0.270 -1.455 -0.925 -0.399
beta4_slope[16] -0.697 0.302 -1.272 -0.698 -0.114
beta5_slope[11] 2.611 0.316 1.980 2.616 3.230
beta5_slope[12] 1.583 0.538 0.533 1.580 2.619
beta5_slope[13] 1.364 0.308 0.778 1.361 1.965
beta5_slope[14] 3.494 0.482 2.565 3.482 4.462
beta5_slope[15] 1.684 0.324 1.058 1.685 2.327
beta5_slope[16] 2.867 0.395 2.107 2.869 3.652
tau_comp[1] 4.017 0.297 3.477 4.003 4.646
tau_comp[2] 2.566 0.212 2.167 2.564 3.004
tau_comp[3] 1.363 0.101 1.178 1.360 1.573
tau_comp[4] 2.446 0.312 1.894 2.427 3.121
tau_comp[5] 1.497 0.205 1.123 1.483 1.923
sigma_H[1] 0.213 0.048 0.128 0.209 0.315
sigma_H[2] 0.173 0.028 0.127 0.170 0.235
sigma_H[3] 0.183 0.040 0.112 0.181 0.269
sigma_H[4] 0.465 0.080 0.333 0.459 0.646
sigma_H[5] 0.971 0.204 0.602 0.960 1.405
sigma_H[6] 0.536 0.194 0.127 0.537 0.924
sigma_H[7] 0.315 0.065 0.215 0.305 0.462
sigma_H[8] 0.417 0.091 0.248 0.409 0.608
sigma_H[9] 0.518 0.118 0.332 0.502 0.785
sigma_H[10] 0.212 0.038 0.146 0.208 0.297
sigma_H[11] 0.267 0.043 0.192 0.262 0.359
sigma_H[12] 0.378 0.146 0.199 0.330 0.708
sigma_H[13] 0.219 0.035 0.160 0.217 0.296
sigma_H[14] 0.506 0.088 0.356 0.500 0.694
sigma_H[15] 0.242 0.039 0.176 0.238 0.327
sigma_H[16] 0.226 0.042 0.155 0.221 0.322
lambda_H[1] 2.199 3.381 0.090 1.016 10.587
lambda_H[2] 5.456 5.236 0.484 3.858 19.504
lambda_H[3] 4.498 5.990 0.300 2.568 20.497
lambda_H[4] 0.006 0.004 0.001 0.005 0.018
lambda_H[5] 2.827 6.945 0.023 0.626 21.419
lambda_H[6] 7.035 12.444 0.010 1.227 45.377
lambda_H[7] 0.011 0.008 0.002 0.009 0.032
lambda_H[8] 7.938 10.145 0.098 4.509 36.821
lambda_H[9] 0.015 0.010 0.003 0.013 0.041
lambda_H[10] 0.232 0.519 0.026 0.158 0.792
lambda_H[11] 0.237 0.347 0.010 0.110 1.134
lambda_H[12] 3.802 4.854 0.202 2.202 16.344
lambda_H[13] 3.290 3.026 0.256 2.412 11.623
lambda_H[14] 3.335 3.815 0.220 2.129 14.138
lambda_H[15] 0.021 0.065 0.003 0.015 0.071
lambda_H[16] 1.098 1.640 0.057 0.567 4.982
mu_lambda_H[1] 4.020 1.871 0.972 3.857 8.093
mu_lambda_H[2] 3.760 1.982 0.500 3.613 7.931
mu_lambda_H[3] 3.465 1.871 0.759 3.150 7.701
sigma_lambda_H[1] 8.060 4.307 1.653 7.362 17.932
sigma_lambda_H[2] 8.238 4.730 0.814 7.648 18.223
sigma_lambda_H[3] 6.252 4.027 0.976 5.380 16.127
beta_H[1,1] 6.551 1.326 3.208 6.761 8.438
beta_H[2,1] 9.751 0.606 8.428 9.792 10.861
beta_H[3,1] 7.844 0.766 6.018 7.916 9.160
beta_H[4,1] 10.627 7.619 -4.937 10.883 25.026
beta_H[5,1] -0.360 2.693 -6.093 -0.209 4.363
beta_H[6,1] 3.733 4.011 -6.384 5.136 8.138
beta_H[7,1] 0.878 5.786 -11.419 1.266 11.224
beta_H[8,1] 1.280 3.623 -2.783 1.268 3.521
beta_H[9,1] 13.600 5.763 2.224 13.414 25.426
beta_H[10,1] 6.772 1.842 2.970 6.854 10.352
beta_H[11,1] 4.869 3.573 -3.179 5.576 9.824
beta_H[12,1] 2.586 1.085 0.635 2.506 5.008
beta_H[13,1] 9.058 0.872 7.035 9.135 10.519
beta_H[14,1] 2.170 0.997 0.152 2.156 4.195
beta_H[15,1] -6.714 3.500 -13.196 -6.835 0.604
beta_H[16,1] 3.160 2.292 -0.821 2.989 8.312
beta_H[1,2] 7.777 0.271 7.218 7.778 8.293
beta_H[2,2] 9.885 0.165 9.565 9.885 10.215
beta_H[3,2] 8.829 0.197 8.445 8.823 9.222
beta_H[4,2] 3.012 1.425 0.315 2.955 5.981
beta_H[5,2] 1.730 1.025 -0.229 1.724 3.768
beta_H[6,2] 6.162 1.093 3.567 6.324 7.833
beta_H[7,2] 2.481 1.084 0.548 2.416 4.815
beta_H[8,2] 2.990 1.083 1.276 3.125 4.268
beta_H[9,2] 3.158 1.108 1.109 3.147 5.448
beta_H[10,2] 8.018 0.368 7.239 8.022 8.734
beta_H[11,2] 9.830 0.649 8.851 9.707 11.304
beta_H[12,2] 3.929 0.367 3.236 3.920 4.696
beta_H[13,2] 9.137 0.242 8.682 9.130 9.643
beta_H[14,2] 4.024 0.341 3.348 4.024 4.687
beta_H[15,2] 11.495 0.630 10.145 11.519 12.680
beta_H[16,2] 4.625 0.787 3.077 4.629 6.149
beta_H[1,3] 8.439 0.261 7.968 8.431 8.959
beta_H[2,3] 9.864 0.146 9.582 9.861 10.159
beta_H[3,3] 9.511 0.159 9.190 9.511 9.820
beta_H[4,3] -2.185 0.870 -3.939 -2.168 -0.499
beta_H[5,3] 3.900 0.629 2.657 3.901 5.141
beta_H[6,3] 8.237 1.135 6.700 7.868 10.783
beta_H[7,3] -2.641 0.634 -3.893 -2.628 -1.446
beta_H[8,3] 5.267 0.519 4.648 5.185 6.344
beta_H[9,3] -2.669 0.683 -4.031 -2.667 -1.348
beta_H[10,3] 8.530 0.282 7.982 8.532 9.091
beta_H[11,3] 8.501 0.288 7.871 8.527 9.002
beta_H[12,3] 5.301 0.314 4.563 5.337 5.806
beta_H[13,3] 8.868 0.174 8.514 8.868 9.210
beta_H[14,3] 5.770 0.266 5.202 5.790 6.241
beta_H[15,3] 10.291 0.301 9.726 10.286 10.879
beta_H[16,3] 6.572 0.532 5.412 6.618 7.473
beta_H[1,4] 8.091 0.187 7.697 8.102 8.411
beta_H[2,4] 9.870 0.129 9.594 9.876 10.104
beta_H[3,4] 10.025 0.151 9.697 10.036 10.290
beta_H[4,4] 11.809 0.466 10.885 11.810 12.736
beta_H[5,4] 5.550 0.771 4.326 5.456 7.246
beta_H[6,4] 7.362 0.840 5.411 7.613 8.463
beta_H[7,4] 8.555 0.351 7.860 8.559 9.240
beta_H[8,4] 6.680 0.267 6.137 6.688 7.158
beta_H[9,4] 7.394 0.438 6.543 7.394 8.271
beta_H[10,4] 7.501 0.222 7.079 7.491 7.958
beta_H[11,4] 9.505 0.188 9.140 9.499 9.883
beta_H[12,4] 7.249 0.193 6.857 7.249 7.661
beta_H[13,4] 9.063 0.139 8.779 9.069 9.325
beta_H[14,4] 7.823 0.214 7.417 7.819 8.258
beta_H[15,4] 9.462 0.226 9.022 9.457 9.909
beta_H[16,4] 9.332 0.227 8.913 9.323 9.801
beta_H[1,5] 8.892 0.155 8.572 8.893 9.194
beta_H[2,5] 10.679 0.100 10.490 10.674 10.881
beta_H[3,5] 10.809 0.157 10.523 10.803 11.134
beta_H[4,5] 8.343 0.494 7.384 8.335 9.317
beta_H[5,5] 5.055 0.635 3.522 5.145 6.104
beta_H[6,5] 8.749 0.556 7.910 8.623 10.036
beta_H[7,5] 6.551 0.353 5.891 6.548 7.280
beta_H[8,5] 8.208 0.213 7.855 8.188 8.654
beta_H[9,5] 8.188 0.458 7.258 8.192 9.102
beta_H[10,5] 10.000 0.224 9.560 10.000 10.435
beta_H[11,5] 11.595 0.223 11.169 11.592 12.049
beta_H[12,5] 8.608 0.187 8.253 8.601 8.988
beta_H[13,5] 10.116 0.128 9.871 10.113 10.379
beta_H[14,5] 9.251 0.223 8.841 9.238 9.728
beta_H[15,5] 11.319 0.239 10.852 11.320 11.810
beta_H[16,5] 9.904 0.170 9.546 9.913 10.223
beta_H[1,6] 10.125 0.229 9.758 10.098 10.665
beta_H[2,6] 11.463 0.114 11.240 11.462 11.695
beta_H[3,6] 10.572 0.156 10.234 10.577 10.868
beta_H[4,6] 12.907 0.892 11.184 12.927 14.672
beta_H[5,6] 5.666 0.653 4.538 5.616 7.092
beta_H[6,6] 8.672 0.524 7.496 8.718 9.602
beta_H[7,6] 10.568 0.608 9.365 10.574 11.803
beta_H[8,6] 9.471 0.266 8.962 9.486 9.898
beta_H[9,6] 8.234 0.749 6.757 8.219 9.737
beta_H[10,6] 9.136 0.339 8.403 9.146 9.743
beta_H[11,6] 10.695 0.368 9.905 10.732 11.332
beta_H[12,6] 9.369 0.235 8.924 9.363 9.865
beta_H[13,6] 11.070 0.153 10.786 11.070 11.375
beta_H[14,6] 9.938 0.287 9.373 9.941 10.502
beta_H[15,6] 10.529 0.431 9.676 10.534 11.356
beta_H[16,6] 10.658 0.221 10.179 10.670 11.065
beta_H[1,7] 10.271 1.169 7.301 10.513 11.888
beta_H[2,7] 12.120 0.505 11.034 12.150 13.021
beta_H[3,7] 10.146 0.654 8.649 10.206 11.299
beta_H[4,7] 1.469 4.591 -7.369 1.439 10.620
beta_H[5,7] 5.956 2.132 2.159 5.985 10.133
beta_H[6,7] 7.655 2.749 0.330 8.546 11.277
beta_H[7,7] 7.510 3.059 1.484 7.583 13.369
beta_H[8,7] 10.824 0.998 9.102 10.806 12.766
beta_H[9,7] 5.048 3.889 -3.016 5.074 12.686
beta_H[10,7] 9.895 1.597 7.021 9.775 13.469
beta_H[11,7] 11.398 1.816 8.315 11.153 15.370
beta_H[12,7] 9.806 0.927 7.766 9.881 11.359
beta_H[13,7] 11.693 0.691 10.138 11.779 12.877
beta_H[14,7] 10.643 0.905 8.698 10.699 12.311
beta_H[15,7] 14.082 2.276 9.722 14.040 18.606
beta_H[16,7] 12.461 1.196 10.600 12.302 15.284
beta0_H[1] 8.421 16.627 -25.756 8.511 42.844
beta0_H[2] 10.510 8.041 -4.675 10.361 27.403
beta0_H[3] 9.526 10.398 -13.159 9.725 29.818
beta0_H[4] 9.948 180.947 -345.261 9.078 382.510
beta0_H[5] 4.450 29.000 -52.322 3.717 70.904
beta0_H[6] 8.011 45.418 -97.518 8.116 105.995
beta0_H[7] 5.555 140.076 -286.036 5.605 286.202
beta0_H[8] 6.701 33.670 -20.330 6.504 27.337
beta0_H[9] 2.114 118.649 -235.217 0.721 247.624
beta0_H[10] 9.625 36.994 -63.052 9.399 94.422
beta0_H[11] 8.457 51.493 -102.418 9.209 115.089
beta0_H[12] 6.770 11.444 -16.784 6.860 30.784
beta0_H[13] 9.970 10.373 -11.821 9.974 30.760
beta0_H[14] 6.730 11.012 -16.574 7.107 28.941
beta0_H[15] 7.008 113.797 -233.197 8.293 226.588
beta0_H[16] 8.003 23.395 -36.195 8.206 54.269